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基於caffe的模型壓縮

DeepCompression-caffe

精簡後的日誌:

stage1
I1102 17:28:31.986773 29076 cmp_conv_layer.cpp:47] CONV THR: 0.115747 0.33
I1102 17:28:31.986806 29076 cmp_conv_layer.cpp:65] sparsity: 0.33
I1102 17:28:31.988147 29076 cmp_conv_layer.cpp:65] sparsity: 0
I1102 17:28:32.014879 29076 cmp_inner_product_layer.cpp:62] sparsity: 0
I1102 17:28:32.015149 29076 cmp_inner_product_layer.cpp:62] sparsity: 0
I1102 17:28:32.020237 29076 cmp_conv_layer.cpp:47] CONV THR: 0.115747 0.33
I1102 17:28:32.020257 29076 cmp_conv_layer.cpp:65] sparsity: 0.33
I1102 17:28:32.021575 29076 cmp_conv_layer.cpp:65] sparsity: 0
I1102 17:28:32.047680 29076 cmp_inner_product_layer.cpp:62] sparsity: 0
I1102 17:28:32.047929 29076 cmp_inner_product_layer.cpp:62] sparsity: 0
stage2
I1102 17:28:33.807425 29226 cmp_conv_layer.cpp:47] CONV THR: 0 0.33
I1102 17:28:33.807464 29226 cmp_conv_layer.cpp:65] sparsity: 0.33
I1102 17:28:33.808884 29226 cmp_conv_layer.cpp:47] CONV THR: 0.0529969 0.8
I1102 17:28:33.808957 29226 cmp_conv_layer.cpp:65] sparsity: 0.8
I1102 17:28:33.834861 29226 cmp_inner_product_layer.cpp:62] sparsity: 0
I1102 17:28:33.835132 29226 cmp_inner_product_layer.cpp:62] sparsity: 0
I1102 17:28:33.841706 29226 cmp_conv_layer.cpp:47] CONV THR: 0 0.33
I1102 17:28:33.841732 29226 cmp_conv_layer.cpp:65] sparsity: 0.33
I1102 17:28:33.843004 29226 cmp_conv_layer.cpp:47] CONV THR: 0.0529969 0.8
I1102 17:28:33.843065 29226 cmp_conv_layer.cpp:65] sparsity: 0.8
stage3
I1102 17:28:36.274431 29278 cmp_conv_layer.cpp:47] CONV THR: 0 0.33
I1102 17:28:36.274452 29278 cmp_conv_layer.cpp:65] sparsity: 0.33
I1102 17:28:36.274977 29278 cmp_conv_layer.cpp:47] CONV THR: 0 0.8
I1102 17:28:36.275055 29278 cmp_conv_layer.cpp:65] sparsity: 0.8
I1102 17:28:36.302774 29278 cmp_inner_product_layer.cpp:46] THR: 0.0397202
I1102 17:28:36.303934 29278 cmp_inner_product_layer.cpp:62] sparsity: 0.9
I1102 17:28:36.304250 29278 cmp_inner_product_layer.cpp:62] sparsity: 0
I1102 17:28:36.313314 29278 cmp_conv_layer.cpp:47] CONV THR: 0 0.33
I1102 17:28:36.313359 29278 cmp_conv_layer.cpp:65] sparsity: 0.33
I1102 17:28:36.313977 29278 cmp_conv_layer.cpp:47] CONV THR: 0 0.8
I1102 17:28:36.314086 29278 cmp_conv_layer.cpp:65] sparsity: 0.8
I1102 17:28:36.341886 29278 cmp_inner_product_layer.cpp:46] THR: 0.0397202
I1102 17:28:36.342639 29278 cmp_inner_product_layer.cpp:62] sparsity: 0.9
I1102 17:28:36.342878 29278 cmp_inner_product_layer.cpp:62] sparsity: 0
stage4
I1102 17:28:53.363138 29602 cmp_conv_layer.cpp:47] CONV THR: 0 0.33
I1102 17:28:53.363155 29602 cmp_conv_layer.cpp:65] sparsity: 0.33
I1102 17:28:53.363728 29602 cmp_conv_layer.cpp:47] CONV THR: 0 0.8
I1102 17:28:53.363800 29602 cmp_conv_layer.cpp:65] sparsity: 0.8
I1102 17:28:53.371803 29602 cmp_inner_product_layer.cpp:46] THR: 0
I1102 17:28:53.372537 29602 cmp_inner_product_layer.cpp:62] sparsity: 0.9
I1102 17:28:53.372779 29602 cmp_inner_product_layer.cpp:46] THR: 0.0979528
I1102 17:28:53.372798 29602 cmp_inner_product_layer.cpp:62] sparsity: 0.8
I1102 17:28:53.375731 29602 cmp_conv_layer.cpp:47] CONV THR: 0 0.33
I1102 17:28:53.375751 29602 cmp_conv_layer.cpp:65] sparsity: 0.33
I1102 17:28:53.376214 29602 cmp_conv_layer.cpp:47] CONV THR: 0 0.8
I1102 17:28:53.376274 29602 cmp_conv_layer.cpp:65] sparsity: 0.8
I1102 17:28:53.383858 29602 cmp_inner_product_layer.cpp:46] THR: 0
I1102 17:28:53.384596 29602 cmp_inner_product_layer.cpp:62] sparsity: 0.9
I1102 17:28:53.384827 29602 cmp_inner_product_layer.cpp:46] THR: 0.0979528
I1102 17:28:53.384846 29602 cmp_inner_product_layer.cpp:62] sparsity: 0.8
stage5
I1102 17:29:10.394448 29928 cmp_conv_layer.cpp:47] CONV THR: 0 0.33
I1102 17:29:10.394480 29928 cmp_conv_layer.cpp:65] sparsity: 0.33
I1102 17:29:10.395453 29928 cmp_conv_layer.cpp:47] CONV THR: 0 0.8
I1102 17:29:10.395548 29928 cmp_conv_layer.cpp:65] sparsity: 0.8
I1102 17:29:10.408223 29928 cmp_inner_product_layer.cpp:46] THR: 0
I1102 17:29:10.408944 29928 cmp_inner_product_layer.cpp:62] sparsity: 0.9
I1102 17:29:10.472780 29928 cmp_inner_product_layer.cpp:46] THR: 0
I1102 17:29:10.472833 29928 cmp_inner_product_layer.cpp:62] sparsity: 0.8
I1102 17:29:10.477787 29928 cmp_conv_layer.cpp:47] CONV THR: 0 0.33
I1102 17:29:10.477800 29928 cmp_conv_layer.cpp:65] sparsity: 0.33
I1102 17:29:10.478963 29928 cmp_conv_layer.cpp:47] CONV THR: 0 0.8
I1102 17:29:10.479020 29928 cmp_conv_layer.cpp:65] sparsity: 0.8
I1102 17:29:10.490887 29928 cmp_inner_product_layer.cpp:46] THR: 0
I1102 17:29:10.491583 29928 cmp_inner_product_layer.cpp:62] sparsity: 0.9
I1102 17:29:10.556942 29928 cmp_inner_product_layer.cpp:46] THR: 0
I1102 17:29:10.556978 29928 cmp_inner_product_layer.cpp:62] sparsity: 0.8